Ideatives Inc. · State of software engineering

The code is the easy part now.

Ideatives Inc. builds software products. Eight sourced briefs follow what comes next, from PR review to outages to cloud waste.

  1. Checking agent code is the slow part.

    Developers say agents fully write ~47% of their code. Median time in PR review was 441.5% higher in teams' highest-AI quarters (vendor telemetry).

    JetBrains, 2026 · Faros, 2026

  2. Stability drops as AI use rises.

    In DORA's model, each 25% rise in AI adoption goes with an estimated 7.2% drop in delivery stability.

    DORA, 2024

  3. Production is the test.

    36% of 2,575 respondents report a high-impact outage weekly or more.

    New Relic Observability Forecast, 2026

  4. Cost is a design decision.

    Respondents estimate 29% of their cloud spend is wasted, about the same as in 2020.

    Flexera State of the Cloud, 2026

  5. Your provider's outage is yours.

    Lightning-related power disturbances impaired Azure West US 2 for 22 hours in May 2026. One of 19 provider incidents from 2026 reviewed.

    Microsoft, May 2026 · Railway, May 2026 · Google Cloud, Sep 2026

  6. Dependencies are attack surface.

    In 2025 Sonatype identified 454,600+ new malicious open-source packages (vendor). In August 2026 a malicious version of a popular Rust crate was live for 86 minutes.

    Sonatype, 2026 report · Rust, Aug 2026

  7. Rented platforms change course.

    Atlassian shuts down Opsgenie on April 5, 2027 and deletes data not migrated. Heroku stopped adding features in February 2026.

    Atlassian · Heroku, 2026

  8. Usability is quality.

    95.9% of the top million home pages had automatically detected WCAG 2 failures in 2026.

    WebAIM Million, 2026

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